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Large Language Model-Driven Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization

• Authors : Xie, Lindong; Li, Genghui; Wang, Zhenkun

Subjects: Neural and Evolutionary Computing; Artificial Intelligence

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A stagnation-resistant surrogate-assisted evolutionary algorithm for expensive multimodal problems

• Authors : Ziwei Zhang; Bo Shen; Anqi Pan

Subjects: Expensive multimodal optimization; surrogate-assisted evolutionary algorithm; neighbourhood search

• Source: Systems Science & Control Engineering, Vol 14, Iss 1 (2026)

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Probability Selection-Based Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization

• Authors : Siyuan Wang; Jian-Yu Li

Subjects: expensive optimization; surrogate-assisted optimization; evolutionary computation

• Source: Applied Sciences, Vol 15, Iss 21, p 11404 (2025)

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A Novel Surrogate-assisted Evolutionary Algorithm Applied to Partition-based Ensemble Learning

• Authors : Dushatskiy, Arkadiy; Alderliesten, Tanja; Bosman, Peter A. N.

Subjects: Computer Science - Neural and Evolutionary Computing; Computer Science - Artificial Intelligence; Computer Science - Machine Learning

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Enhancing hierarchical surrogate-assisted evolutionary algorithm for high-dimensional expensive optimization via random projection

• Authors : Ren, Xiaodong; Guo, Daofu; Ren, Zhigang

Subjects: Computer Science - Neural and Evolutionary Computing

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Surrogate-Assisted Evolutionary Algorithm for the Calibration of Distributed Hydrological Models Based on Two-Dimensional Shallow Water Equations

• Authors : Farfán-Durán, Juan F.; Heidari, Arash; Dhaene, Tom

Subjects: Surrogate model; Evolutionary algorithm; Hydrological model

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Surrogate Assisted Evolutionary Algorithm for Medium Scale Expensive Multi-Objective Optimisation Problems

• Authors : Ruan, Xiaoran; Li, Ke; Derbel, Bilel

Subjects: Computer Science - Neural and Evolutionary Computing

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A bagging-based surrogate-assisted evolutionary algorithm for expensive multi-objective optimization

• Authors : Yuanchao Liu; Jianchang Liu; Shubin Tan

Subjects: 0211 other engineering and technologies; 0202 electrical engineering, electronic engineering, information engineering; 02 engineering and technology

• Source: Neural Computing and Applications. 34:12097-12118

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Dual-drive collaboration surrogate-assisted evolutionary algorithm by coupling feature reduction and reconstruction

• Authors : Haibo Yu; Yiyun Gong; Li Kang

Subjects: Expensive problems; Surrogate model; Principal component analysis

• Source: Complex & Intelligent Systems, Vol 10, Iss 1, Pp 171-191 (2023)

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Voronoi-based Efficient Surrogate-assisted Evolutionary Algorithm for Very Expensive Problems

• Authors : Tong, Hao; Huang, Changwu; Liu, Jialin

Subjects: Computer Science - Neural and Evolutionary Computing

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Research on Adaptive Surrogate-Assisted Evolutionary Algorithm Based on SISSO Model Selector

• Authors : Li, Baolei; Qiu, Weizhong; Chen, Chunying

• Source: Journal of Computer and Communications ; volume 14, issue 02, page 64-82 ; ISSN 2327-5219 2327-5227

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Hierarchical Surrogate-Assisted Evolutionary Algorithm for Integrated Multi-Objective Optimization of Well Placement and Hydraulic Fracture Parameters in Unconventional Shale Gas Reservoir.

• Authors : Zhou, Jun^1,2 (AUTHOR); Wang, Haitao^1,2 (AUTHOR); Xiao, Cong³ (AUTHOR)

• Source: Energies (19961073). Jan2023, Vol. 16 Issue 1, p303. 24p.

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Systematic Development of a Multi-Objective Design Optimization Process Based on a Surrogate-Assisted Evolutionary Algorithm for Electric Machine Applications.

• Authors : Choi, Mingyu¹ (AUTHOR); Choi, Gilsu¹ (AUTHOR) ; Bramerdorfer, Gerd² (AUTHOR)

• Source: Energies (19961073). Jan2023, Vol. 16 Issue 1, p392. 19p.

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A surrogate-assisted evolutionary algorithm based on inverse distance weighting: Applied to a multi-objective deformable image registration problem

• Authors : Hoogenboom, Iwan (author)

Subjects: evolutionary algorithm; Surrogate; expensive optimization

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A Generalized Surrogate-Assisted Evolutionary Algorithm for Expensive Multi-Objective Optimization

• Authors : Rahi, KH ; https://orcid.org/0000-0002-0832-374X; Singh, HK

Subjects: 46 Information and Computing Sciences; 4602 Artificial Intelligence; Generic health relevance

• Source: urn:ISBN:9798350314588; 2023 IEEE Congress on Evolutionary Computation (CEC), 2023-07-01 - 2023-07-05

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A Surrogate-Assisted Evolutionary Algorithm for Space Component Thermal Layout Optimization

• Authors : Lei Han; Handing Wang; Shuo Wang

Subjects: Motor vehicles. Aeronautics. Astronautics; TL1-4050; Astronomy

• Source: Space: Science & Technology, Vol 2022 (2022)

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A novel surrogate-assisted evolutionary algorithm applied to partition-based ensemble learning

• Authors : Dushatskiy, A. (author); Alderliesten, T. (author); Bosman, P.A.N. (author)

Subjects: Ensemble learning; Expensive combinatorial optimization; Surrogate-assisted evolutionary algorithms

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Convolutional Neural Networks-Based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization

• Authors : Zhang, M; Li, H; Pan, S

Subjects: 0801 Artificial Intelligence and Image Processing, 0806 Information Systems, 0906 Electrical and Electronic Engineering; Journal Article

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Surrogate-assisted evolutionary algorithm for the calibration of distributed hydrological models based on two-dimensional shallow water equations

• Authors : Farfán Durán, Juan Fernando; Heidari, Arash; Dhaene, Tom

Subjects: Technology and Engineering; surrogate model; evolutionary algorithm

• Source: WATER ; ISSN: 2073-4441

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Surrogate-Assisted Adaptive Evolutionary Algorithm for Efficient HVAC Control in Home Energy Management Systems

• Authors : Jainam J. Dhruva; Simone Silvestri

Subjects: HVAC control; home energy management system; model predictive control

• Source: IEEE Access, Vol 14, Pp 56010-56025 (2026)

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Multi-Objective Optimization of an Adaptive Cycle Fan Based on XAI-Driven Feature Selection

• Authors : Heli Yang; Junying Wang; Lei Jin

Subjects: adaptive cycle fan; explainable artificial intelligence; feature selection

• Source: Aerospace ; Volume 13 ; Issue 3 ; Pages: 247

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A clustering-based surrogate-assisted evolutionary algorithm (CSMOEA) for expensive multi-objective optimization

• Authors : Wang, Wenxin; Dong, Huachao; Wang, Peng ...

• Source: Soft Computing ; volume 27, issue 15, page 10665-10686 ; ISSN 1432-7643 1433-7479

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An adaptive model switch-based surrogate-assisted evolutionary algorithm for noisy expensive multi-objective optimization

• Authors : Zheng, Nan; Wang, Handing; Yuan, Bo ...

• Source: Complex & Intelligent Systems ; volume 8, issue 5, page 4339-4356 ; ISSN 2199-4536 2198-6053

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A Rank-Based Hybrid Model Management Strategy-Driven Two-Stage SAEA for the Inversion of Soil Thermal Resistivity for Power Cable Systems

• Authors : Yuhan Jiang; Shiyou Yang

Subjects: ampacity; inverse problem; power cable

• Source: Electronics ; Volume 15 ; Issue 7 ; Pages: 1469

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A Generalized Surrogate-Assisted Evolutionary Algorithm for Expensive Multi-Objective Optimization

• Authors : Rahi, KH; Singh, HK; Ray, T

Subjects: 46 Information and Computing Sciences; 4602 Artificial Intelligence; Generic health relevance

• Source: urn:ISBN:9798350314588 ; 2023 IEEE Congress on Evolutionary Computation (CEC), 2023-07-01 - 2023-07-05

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A novel surrogate-assisted evolutionary algorithm with an uncertainty grouping based infill criterion

• Authors : Liu, Qunfeng; Wu, Xunfeng; Lin, Qiuzhen

Subjects: Evolutionary algorithms; Expensive problems; Infill sampling criteria

• Source: Liu, Q, Wu, X, Lin, Q, Ji, J & Wong, K-C 2021, 'A novel surrogate-assisted evolutionary

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Convolutional Neural Networks-Based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization

• Authors : Zhang, Miao; Li, Huiqi; Pan, Shirui

Subjects: Artificial intelligence; Science & Technology; Computer Science

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Surrogate-assisted evolutionary algorithm for expensive constrained multi-objective discrete optimization problems

• Authors : Gu, Qinghua; Wang, Qian; Xiong, Neal N. ...

• Source: Complex & Intelligent Systems ; volume 8, issue 4, page 2699-2718 ; ISSN 2199-4536 2198-6053

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Surrogate assisted evolutionary algorithm for medium scale multi-objective optimisation problems

• Authors : Ruan, Xiaoran; Li, Ke; Derbel, Bilel ...

Subjects: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]Cancún; Mexico

• Source: GECCO 2020 - Genetic and Evolutionary Computation Conference ; https://hal.science/hal-02932303 ; GECCO 2020 - Genetic and Evolutionary

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A Many-Objective Optimization for an Eco-Efficient Flue Gas Desulfurization Process Using a Surrogate-Assisted Evolutionary Algorithm

• Authors : Quande Dong; Cui Wang; Shitong Peng

Subjects: data-driven modeling; many-objective optimization; NSGA-III

• Source: Sustainability, Vol 13, Iss 9015, p 9015 (2021)

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A classifier-assisted evolutionary algorithm with knowledge transfer for expensive multitasking problems

• Authors : Min Hu; Zhigang Ren; Zhirui Cao

Subjects: Surrogate-assisted evolutionary algorithm; Classifier; Expensive multitasking optimization

• Source: Complex & Intelligent Systems, Vol 11, Iss 7, Pp 1-22 (2025)

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A surrogate-assisted differential evolution algorithm with a dual-space-driven selection strategy for expensive optimization problems

• Authors : Hanqing Liu; Zhigang Ren; Chenlong He

Subjects: Expensive optimization problem; Surrogate-assisted evolutionary algorithm; Differential evolution

• Source: Complex & Intelligent Systems, Vol 11, Iss 5, Pp 1-29 (2025)

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Multiobjective shape design in a ventilation system with a preference-driven surrogate-assisted evolutionary algorithm

• Authors : Chugh, Tinkle; Kratky, Tomas; Miettinen, Kaisa

• Source: Proceedings of the Genetic and Evolutionary Computation Conference ; page 1147-1155

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Surrogate-assisted global and distributed local collaborative optimization algorithm for expensive constrained optimization problems

• Authors : Xiangyong Liu; Zan Yang; Jiansheng Liu

Subjects: Surrogate-assisted evolutionary algorithm; Expensive constrained optimization problems; Global search

• Source: Scientific Reports, Vol 15, Iss 1, Pp 1-31 (2025)

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Large-scale hybrid task scheduling in cloud-edge collaborative manufacturing systems with FCRN-assisted random differential evolution

• Authors : Wang, Xiaohan, Author; Zhang, Lin, Author; Laili, Yuanjun, Author ...

Subjects: Cloud manufacturing; Cloud-edge collaboration; Intelligent manufacturing systems

• Source: The International Journal of Advanced Manufacturing Technology. 130(1-2):203-221

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A Classification-Based Surrogate-Assisted Evolutionary Algorithm for Expensive Many-Objective Optimization

• Authors : Pan, Linqiang; He, Cheng; Tian, Ye ...

• Source: IEEE Transactions on Evolutionary Computation ; volume 23, issue 1, page 74-88 ; ISSN 1089-778X 1089-778X 1941-0026

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A Data-Driven Surrogate-Assisted Evolutionary Algorithm Applied to a Many-Objective Blast Furnace Optimization Problem

• Authors : Chugh, Tinkle; Chakraborti, Nirupam; Sindhya, Karthik

Subjects: blast furnace; ironmaking; metamodeling

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Reliability-enhanced surrogate-assisted particle swarm optimization for feature selection and hyperparameter optimization in landslide displacement prediction

• Authors : Yi Wang; Kanqi Wang; Maosheng Zhang

Subjects: Computationally expensive problems; Surrogate-assisted evolutionary algorithm; Particle swarm optimization

• Source: Complex & Intelligent Systems, Vol 9, Iss 5, Pp 5417-5447 (2023)

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Fitness Approximation Through Machine Learning with Dynamic Adaptation to the Evolutionary State

• Authors : Itai Tzruia; Tomer Halperin; Moshe Sipper

Subjects: genetic algorithm; machine learning; fitness approximation

• Source: Information ; Volume 15 ; Issue 12 ; Pages: 744

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Max-min surrogate-assisted evolutionary algorithm for robust design

• Authors : Yew-Soon Ong; Nair, P.B.; Lum, K.Y.

• Source: IEEE Transactions on Evolutionary Computation ; volume 10, issue 4, page 392-404 ; ISSN 1089-778X

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Max-Min Surrogate-Assisted Evolutionary Algorithm for Robust Design

• Authors : Y. S. Ong; P. B. Nair; K. Y. Lum ...

Subjects: Index Terms; Robust Design Optimization; Evolutionary Algorithm2004

• Source: http://ntu-cg.ntu.edu.sg/ysong/journal/Max-Min-Surrogate-Robust.pdf.

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Optimising General Configuration of Wing-Sailed Autonomous Sailing Monohulls Using Bayesian Optimisation and Knowledge Transfer

• Authors : Yang An; Feng Hu; Kuo Chen

Subjects: autonomous sailboat; simulation-based design; Bayesian optimisation

• Source: Journal of Marine Science and Engineering, Vol 11, Iss 4, p 703 (2023)

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A Surrogate-Assisted Many-Objective Evolutionary Algorithm Using Multi- Classification and Coevolution for Expensive Optimization Problems

• Authors : Ruoyu Wang; Yuee Zhou; Hanning Chen

Subjects: Coevolution; expensive optimization; multi-classification

• Source: IEEE Access, Vol 9, Pp 159160-159174 (2021)

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Evolutionary multiobjective optimization assisted by scalarization function approximation for high-dimensional expensive problems

• Authors : Horaguchi, Yuma; Nishihara, Kei; Nakata, Masaya

Subjects: Surrogate-assisted evolutionary algorithm; Multiobjective optimization; Scalarization function

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Fitness Approximation Through Machine Learning with Dynamic Adaptation to the Evolutionary State.

• Authors : Tzruia, Itai¹ (AUTHOR) ; Halperin, Tomer¹ (AUTHOR) ; Sipper, Moshe¹ (AUTHOR)

Subjects: *Machine learning; Approximation algorithms; Genetic algorithms

• Source: Information. Dec2024, Vol. 15 Issue 12, p744. 22p.

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A configuration-driven modal optimization method for thin-walled structures using a surrogate-assisted evolutionary algorithm with an iterative update Kriging model

• Authors : Hu, Yujia; Gao, Jingkun; Zhao, Haolan

• Source: Engineering Structures ; volume 322, page 119182 ; ISSN 0141-0296

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A data-driven multi-objective optimization algorithm for computationally expensive electromagnetic designs.

• Authors : Li, Yiying¹ (AUTHOR) ; Fei, Zhangjun² (AUTHOR); Yang, Shiyou² (AUTHOR)

• Source: International Journal of Applied Electromagnetics & Mechanics. Jul2025, Vol. 78 Issue 1-3, p223-227. 5p.

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Fine-Grained Model Merging via Modular Expert Recombination

• Authors : Qiu, Haiyun; Wu, Xingyu; Feng, Liang

Subjects: Machine Learning; text

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Tailored design of composite risers for deep water applications

• Authors : Wang, Chunguang

Subjects: Finite Element Modeling; Composite Riser; Offshore Engineering

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Meta-Black-Box Optimization with Ensemble Surrogate Modeling for Robustness-Accuracy Trade-off within SAEA

• Authors : Jin, Xiao; Wang, Yongxiong; Liu, Haobo

Subjects: Neural and Evolutionary Computing; Machine Learning

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